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A Hybrid Multi-Criteria Analysis Approach for the Assessment of Renewable Energy Resources Under Uncertainty

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  • Fatih Tüysüz

Abstract

Evaluation of renewable energy resources is a critical and complex process which requires the assessment and aggregation of multiple criteria and also the usage of appropriate data related to them. This study presents a simulation based multi-criteria model for the general evaluation of renewable energy alternatives. This model integrates Monte Carlo simulation technique with Grey Relational Analysis (GRA) method to be able to represent the variability and the uncertainty inherent in the data. Simulation based GRA method is used for ranking the renewable energy alternatives which are solar, wind, hydroelectric, biomass and geothermal energy. The effectiveness and the applicability of the proposed model is also illustrated with an application in which 5 renewable energy alternatives are evaluated according to 12 criteria.

Suggested Citation

  • Fatih Tüysüz, 2017. "A Hybrid Multi-Criteria Analysis Approach for the Assessment of Renewable Energy Resources Under Uncertainty," Alphanumeric Journal, Bahadir Fatih Yildirim, vol. 5(2), pages 317-328, December.
  • Handle: RePEc:anm:alpnmr:v:5:y:2017:i:2:p:317-328
    DOI: http://dx.doi.org/10.17093/alphanumeric.359662
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    1. Çelikbilek, Yakup & Tüysüz, Fatih, 2016. "An integrated grey based multi-criteria decision making approach for the evaluation of renewable energy sources," Energy, Elsevier, vol. 115(P1), pages 1246-1258.
    2. Aragonés-Beltrán, Pablo & Chaparro-González, Fidel & Pastor-Ferrando, Juan-Pascual & Pla-Rubio, Andrea, 2014. "An AHP (Analytic Hierarchy Process)/ANP (Analytic Network Process)-based multi-criteria decision approach for the selection of solar-thermal power plant investment projects," Energy, Elsevier, vol. 66(C), pages 222-238.
    3. Štreimikienė, Dalia & Šliogerienė, Jūratė & Turskis, Zenonas, 2016. "Multi-criteria analysis of electricity generation technologies in Lithuania," Renewable Energy, Elsevier, vol. 85(C), pages 148-156.
    4. Georgopoulou, E. & Lalas, D. & Papagiannakis, L., 1997. "A multicriteria decision aid approach for energy planning problems: The case of renewable energy option," European Journal of Operational Research, Elsevier, vol. 103(1), pages 38-54, November.
    5. Lee, Amy H.I. & Chen, Hsing Hung & Kang, He-Yau, 2009. "Multi-criteria decision making on strategic selection of wind farms," Renewable Energy, Elsevier, vol. 34(1), pages 120-126.
    6. Atmaca, Ediz & Basar, Hasan Burak, 2012. "Evaluation of power plants in Turkey using Analytic Network Process (ANP)," Energy, Elsevier, vol. 44(1), pages 555-563.
    7. Hamalainen, Raimo P. & Karjalainen, Risto, 1992. "Decision support for risk analysis in energy policy," European Journal of Operational Research, Elsevier, vol. 56(2), pages 172-183, January.
    8. Wang, Bing & Kocaoglu, Dundar F. & Daim, Tugrul U. & Yang, Jiting, 2010. "A decision model for energy resource selection in China," Energy Policy, Elsevier, vol. 38(11), pages 7130-7141, November.
    9. Lee, Wen-Shing & Lin, Yeong-Chuan, 2011. "Evaluating and ranking energy performance of office buildings using Grey relational analysis," Energy, Elsevier, vol. 36(5), pages 2551-2556.
    10. Haralambopoulos, D.A. & Polatidis, H., 2003. "Renewable energy projects: structuring a multi-criteria group decision-making framework," Renewable Energy, Elsevier, vol. 28(6), pages 961-973.
    11. Topcu, Y.I & Ulengin, F, 2004. "Energy for the future: An integrated decision aid for the case of Turkey," Energy, Elsevier, vol. 29(1), pages 137-154.
    12. Kaya, Tolga & Kahraman, Cengiz, 2010. "Multicriteria renewable energy planning using an integrated fuzzy VIKOR & AHP methodology: The case of Istanbul," Energy, Elsevier, vol. 35(6), pages 2517-2527.
    13. Huang, Sun-Jen & Chiu, Nan-Hsing & Chen, Li-Wei, 2008. "Integration of the grey relational analysis with genetic algorithm for software effort estimation," European Journal of Operational Research, Elsevier, vol. 188(3), pages 898-909, August.
    14. Papadopoulos, Agis & Karagiannidis, Avraam, 2008. "Application of the multi-criteria analysis method Electre III for the optimisation of decentralised energy systems," Omega, Elsevier, vol. 36(5), pages 766-776, October.
    15. Hashemi, Seyed Hamid & Karimi, Amir & Tavana, Madjid, 2015. "An integrated green supplier selection approach with analytic network process and improved Grey relational analysis," International Journal of Production Economics, Elsevier, vol. 159(C), pages 178-191.
    16. Şengül, Ümran & Eren, Miraç & Eslamian Shiraz, Seyedhadi & Gezder, Volkan & Şengül, Ahmet Bilal, 2015. "Fuzzy TOPSIS method for ranking renewable energy supply systems in Turkey," Renewable Energy, Elsevier, vol. 75(C), pages 617-625.
    17. Goumas, M. & Lygerou, V., 2000. "An extension of the PROMETHEE method for decision making in fuzzy environment: Ranking of alternative energy exploitation projects," European Journal of Operational Research, Elsevier, vol. 123(3), pages 606-613, June.
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    More about this item

    Keywords

    Grey Relational Analysis; Multiple Criteria Evaluation; Renewable Energy; Simulation;
    All these keywords.

    JEL classification:

    • C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General
    • C44 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Operations Research; Statistical Decision Theory
    • Q42 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Alternative Energy Sources

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